{
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   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Clump_Thickness</th>\n",
       "      <th>Cell_Size_Uniformity</th>\n",
       "      <th>Cell_Shape_Uniformity</th>\n",
       "      <th>Marginal_Adhesion</th>\n",
       "      <th>Single_Epi_Cell_Size</th>\n",
       "      <th>Bare_Nuclei</th>\n",
       "      <th>Bland_Chromatin</th>\n",
       "      <th>Normal_Nucleoli</th>\n",
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       "      <th>Class</th>\n",
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       "      <td>1</td>\n",
       "      <td>3</td>\n",
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       "      <td>1</td>\n",
       "      <td>benign</td>\n",
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       "      <td>benign</td>\n",
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       "      <td>9</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>malignant</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "   Clump_Thickness  Cell_Size_Uniformity  Cell_Shape_Uniformity  \\\n",
       "0                5                     1                      1   \n",
       "1                5                     4                      4   \n",
       "2                3                     1                      1   \n",
       "3                6                     8                      8   \n",
       "4                4                     1                      1   \n",
       "5                8                    10                     10   \n",
       "\n",
       "   Marginal_Adhesion  Single_Epi_Cell_Size  Bare_Nuclei  Bland_Chromatin  \\\n",
       "0                  1                     2            1                3   \n",
       "1                  5                     7           10                3   \n",
       "2                  1                     2            2                3   \n",
       "3                  1                     3            4                3   \n",
       "4                  3                     2            1                3   \n",
       "5                  8                     7           10                9   \n",
       "\n",
       "   Normal_Nucleoli  Mitoses      Class  \n",
       "0                1        1     benign  \n",
       "1                2        1     benign  \n",
       "2                1        1     benign  \n",
       "3                7        1     benign  \n",
       "4                1        1     benign  \n",
       "5                7        1  malignant  "
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# for basic operations\n",
    "import numpy as np \n",
    "import pandas as pd \n",
    "\n",
    "# data visualization\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.style.use('fivethirtyeight')\n",
    "\n",
    "data = pd.read_csv('C:/Users/Kai/Desktop/Assignment3/data/breast-w_preproccess.csv')\n",
    "\n",
    "# for basic operations\n",
    "import numpy as np \n",
    "import pandas as pd \n",
    "\n",
    "# data visualization\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "plt.style.use('fivethirtyeight')\n",
    "\n",
    "\n",
    "data = pd.read_csv('C:/Users/Kai/Desktop/Assignment3/data/breast-w_preproccess.csv')\n",
    "data.head(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Clump_Thickness</th>\n",
       "      <th>Cell_Size_Uniformity</th>\n",
       "      <th>Cell_Shape_Uniformity</th>\n",
       "      <th>Marginal_Adhesion</th>\n",
       "      <th>Single_Epi_Cell_Size</th>\n",
       "      <th>Bare_Nuclei</th>\n",
       "      <th>Bland_Chromatin</th>\n",
       "      <th>Normal_Nucleoli</th>\n",
       "      <th>Mitoses</th>\n",
       "      <th>Class_malignant</th>\n",
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      "text/plain": [
       "   Clump_Thickness  Cell_Size_Uniformity  Cell_Shape_Uniformity  \\\n",
       "0                5                     1                      1   \n",
       "1                5                     4                      4   \n",
       "2                3                     1                      1   \n",
       "3                6                     8                      8   \n",
       "4                4                     1                      1   \n",
       "5                8                    10                     10   \n",
       "\n",
       "   Marginal_Adhesion  Single_Epi_Cell_Size  Bare_Nuclei  Bland_Chromatin  \\\n",
       "0                  1                     2            1                3   \n",
       "1                  5                     7           10                3   \n",
       "2                  1                     2            2                3   \n",
       "3                  1                     3            4                3   \n",
       "4                  3                     2            1                3   \n",
       "5                  8                     7           10                9   \n",
       "\n",
       "   Normal_Nucleoli  Mitoses  Class_malignant  \n",
       "0                1        1                0  \n",
       "1                2        1                0  \n",
       "2                1        1                0  \n",
       "3                7        1                0  \n",
       "4                1        1                0  \n",
       "5                7        1                1  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "def one_hot_encoder(df, nan_as_category = False):\n",
    "    original_columns = list(df.columns)\n",
    "    categorical_columns = [col for col in df.columns if df[col].dtype == 'object']\n",
    "    df = pd.get_dummies(df, columns= categorical_columns, dummy_na= nan_as_category, drop_first=True)\n",
    "    new_columns = [c for c in df.columns if c not in original_columns]\n",
    "    return df, new_columns\n",
    "\n",
    "data, new_colunms = one_hot_encoder(data)\n",
    "\n",
    "data.head(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split, KFold, cross_val_score # to split the data\n",
    "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report, fbeta_score #To evaluate our model\n",
    "x = data.drop('Class_malignant', 1).values\n",
    "y = data[\"Class_malignant\"].values\n",
    "# Spliting X and y into train and test version\n",
    "X_train, X_test, y_train, y_test = train_test_split(x, y, test_size = 0.25, random_state=42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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     ]
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   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import neighbors\n",
    "from sklearn.ensemble import BaggingRegressor\n",
    "from sklearn.metrics import r2_score\n",
    "\n",
    "from sklearn.utils import resample\n",
    "from sklearn.metrics import roc_curve\n",
    "\n",
    "def KNeighborsBagging(neigh):\n",
    "    kn1= neighbors.KNeighborsRegressor(n_neighbors=neigh,weights='uniform')\n",
    "    kn2= neighbors.KNeighborsRegressor(n_neighbors=neigh,weights='distance')\n",
    "    bgg= BaggingRegressor(kn1,n_estimators=10,max_samples=0.7,max_features=0.9,verbose=0)#, max_features=0.5\n",
    "\n",
    "    bgg.fit(X_train, y_train)\n",
    "\n",
    "    print(bgg.score(X_train, y_train))\n",
    "\n",
    "    y_pred = bgg.predict(X_test)\n",
    "\n",
    "    # Generate ROC curve values: fpr, tpr, thresholds\n",
    "    fpr, tpr, thresholds = roc_curve(y_test, y_pred)\n",
    "\n",
    "    # Plot ROC curve\n",
    "    plt.plot([0, 1], [0, 1], 'k--')\n",
    "    plt.plot(fpr, tpr)\n",
    "    plt.xlabel('False Positive Rate')\n",
    "    plt.ylabel('True Positive Rate')\n",
    "    plt.title('ROC Curve')\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
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     "text": [
      "0.8887958856628919\n"
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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "KNeighborsBagging(30)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.8919956234672703\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "KNeighborsBagging(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.899318442298861\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "KNeighborsBagging(15)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9015371782339524\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "KNeighborsBagging(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9059210097580217\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "KNeighborsBagging(8)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9100169017090353\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "KNeighborsBagging(6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9229754629867816\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "KNeighborsBagging(3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9375925640102211\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "KNeighborsBagging(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9536389360498019\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "KNeighborsBagging(1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "resul = []\n",
    "def KNeighborsBaggingResul(neigh):\n",
    "    kn1= neighbors.KNeighborsRegressor(n_neighbors=neigh,weights='uniform')\n",
    "    kn2= neighbors.KNeighborsRegressor(n_neighbors=neigh,weights='distance')\n",
    "    bgg= BaggingRegressor(kn1,n_estimators=10,max_samples=0.7,max_features=0.9,verbose=0)#, max_features=0.5\n",
    "\n",
    "    bgg.fit(X_train, y_train)\n",
    "\n",
    "    resul.append(bgg.score(X_train, y_train))\n",
    "\n",
    "xx = []\n",
    "for i in range(1, 60):\n",
    "    xx.append(i)\n",
    "    KNeighborsBaggingResul(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'accuracy')"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(xx, resul,linestyle='-')\n",
    "plt.xlabel('The number of kNN\\'s neighbors')\n",
    "plt.ylabel('accuracy')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
